Build
Use AI to turn trading questions into indicators, strategies, dashboards, test runners, and research tools.
AI + automation + trading research
Build. Test. Verify.
AI Trading Lab is where trading ideas become tools, tools become experiments, and assumptions get tested against the market.
01AI BUILDIndicators · agents · automation
02MARKET TESTReplay · data · controlled experiments
03VERIFYResults · failure modes · iteration
The lab process
Start with a question. End with evidence.
Start with a question. Build the thing. Put it under pressure. Show what actually happened.
Test
Run ideas through replay, historical data, controlled settings, and repeatable workflows instead of relying on a good-looking chart.
Verify
Compare the claim with the evidence. Keep what survives. Document what fails. Then improve the next version.
Current experiments
What’s on the bench.
Real projects, open questions, and working systems under active development.
LAB / 001
TradeSniper
An automated NinjaTrader strategy being pushed through replay, market-state filters, risk controls, and execution testing.
LAB / 002
Replay Test Runner
Automating the repetitive work of loading sessions, running tests, capturing outputs, and comparing configurations.
LAB / 003
Market State Reader
A system for classifying trend, compression, range behavior, and context so strategy logic can respond to the market it actually has.
Built in the lab
The tools are part of the research.
The goal is not to hide the machinery. Dashboards, indicators, replay tools, execution logs, AI workflows, and strategy controls are all part of figuring out what works.
LAB CONSOLE
> DEFINE TEST MNQ / NY / REPLAY
> LOAD CONFIG risk_250 · orb_on · eff_off
> RUN SESSION processing...
> CAPTURE trades · orders · screenshots
> VERIFY test claim against result
What AI Trading Lab is
An AI-Powered Trading Research Platform.
01
Real Trading Questions
Explore trading ideas, claims, strategies, and market behaviors worth investigating.
02
Transparent Testing
See ideas tested against real market data through controlled, repeatable experiments—including automated systems.
03
Tools Built in the Lab
Follow the development of indicators, strategies, dashboards, AI workflows, and research automation.
04
Results You Can Use
See what worked, what didn't, what changed, and which tools or ideas are worth further development.
AI Trading Lab